Literature DB >> 23906209

Mitigation of epidemics in contact networks through optimal contact adaptation.

Mina Youssef1, Caterina Scoglio.   

Abstract

This paper presents an optimal control problem formulation to minimize the total number of infection cases during the spread of susceptible-infected-recovered SIR epidemics in contact networks. In the new approach, contact weighted are reduced among nodes and a global minimum contact level is preserved in the network. In addition, the infection cost and the cost associated with the contact reduction are linearly combined in a single objective function. Hence, the optimal control formulation addresses the tradeoff between minimization of total infection cases and minimization of contact weights reduction. Using Pontryagin theorem, the obtained solution is a unique candidate representing the dynamical weighted contact network. To find the near-optimal solution in a decentralized way, we propose two heuristics based on Bang-Bang control function and on a piecewise nonlinear control function, respectively. We perform extensive simulations to evaluate the two heuristics on different networks. Our results show that the piecewise nonlinear control function outperforms the well-known Bang-Bang control function in minimizing both the total number of infection cases and the reduction of contact weights. Finally, our results show awareness of the infection level at which the mitigation strategies are effectively applied to the contact weights.

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Year:  2013        PMID: 23906209      PMCID: PMC3857636          DOI: 10.3934/mbe.2013.10.1227

Source DB:  PubMed          Journal:  Math Biosci Eng        ISSN: 1547-1063            Impact factor:   2.080


  28 in total

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5.  An individual-based approach to SIR epidemics in contact networks.

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7.  Modeling control strategies for concurrent epidemics of seasonal and pandemic H1N1 influenza.

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8.  An SIS patch model with variable transmission coefficients.

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9.  Game theory of social distancing in response to an epidemic.

Authors:  Timothy C Reluga
Journal:  PLoS Comput Biol       Date:  2010-05-27       Impact factor: 4.475

10.  Efficient mitigation strategies for epidemics in rural regions.

Authors:  Caterina Scoglio; Walter Schumm; Phillip Schumm; Todd Easton; Sohini Roy Chowdhury; Ali Sydney; Mina Youssef
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  4 in total

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Review 4.  Data-driven methods for present and future pandemics: Monitoring, modelling and managing.

Authors:  Teodoro Alamo; Daniel G Reina; Pablo Millán Gata; Victor M Preciado; Giulia Giordano
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  4 in total

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